Radiomics for Renal Cell Carcinoma: Predicting Outcomes from Immunotherapy and Targeted Therapies-A Narrative Review.
Artificial intelligence
Immunotherapy
Kidney cancer
Machine learning
Molecular targeted therapy
Precision medicine
Radiomics
Renal cell carcinoma
Review
Journal
European urology focus
ISSN: 2405-4569
Titre abrégé: Eur Urol Focus
Pays: Netherlands
ID NLM: 101665661
Informations de publication
Date de publication:
07 2021
07 2021
Historique:
received:
31
03
2021
revised:
19
04
2021
accepted:
29
04
2021
pubmed:
18
5
2021
medline:
14
4
2022
entrez:
17
5
2021
Statut:
ppublish
Résumé
T-cell immunotherapy and molecular targeted therapies have become standard-of-care treatments for renal cell carcinoma (RCC). There is a need to develop robust biomarkers that predict patient outcomes to targeted therapies to personalise treatment. In recent years, quantitative analysis of imaging features, termed radiomics, has been used to extract tumour features. This narrative mini review summarises the evidence for radiomics prediction of immunotherapy and molecular targeted therapy outcomes in RCC. Radiomics may predict survival, treatment response, and disease progression in RCC treated with tyrosine kinase inhibitors (eg, sunitinib) and immune checkpoint inhibitors (eg, nivolumab). Further validation is necessary in large-scale studies. PATIENT SUMMARY: We summarise evidence on the ability of features extracted from CT (computed tomography) scans to predict patient outcomes from new treatments for kidney cancer. Although these features can predict treatment outcomes for patients, including survival, treatment response, and cancer progression, further research is necessary before this technology can be applied clinically.
Identifiants
pubmed: 33994170
pii: S2405-4569(21)00130-9
doi: 10.1016/j.euf.2021.04.024
pii:
doi:
Substances chimiques
Nivolumab
31YO63LBSN
Types de publication
Journal Article
Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
717-721Informations de copyright
Copyright © 2021 European Association of Urology. Published by Elsevier B.V. All rights reserved.